Dataset info
| Number of variables | 71 |
|---|---|
| Number of observations | 712 |
| Missing cells | 4166 (8.2%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 395.1 KiB |
| Average record size in memory | 568.2 B |
Variables types
| Numeric | 29 |
|---|---|
| Categorical | 22 |
| Boolean | 8 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 12 |
| Unsupported | 0 |
Warnings
BS.BHBA.Log is highly correlated with BS.BHBA (ρ = 0.9127035364) | Rejected |
BS.DATE only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
BS.DATE has a high cardinality: 100 distinct values | Warning |
BS.Month2 is a recoding of BS.Month | Rejected |
Calving.Date only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
Calving.Date has a high cardinality: 175 distinct values | Warning |
CE.Date has a high cardinality: 106 distinct values | Warning |
CE.Date has 11 (1.5%) missing values | Missing |
CE.Environ.Temp has 39 (5.5%) missing values | Missing |
CE.Fat.Level has 17 (2.4%) missing values | Missing |
CE.Locomotion.Score has 24 (3.4%) missing values | Missing |
CE.Skin.Dehydration has 12 (1.7%) missing values | Missing |
CE.Stom.Fluid.Movement has 14 (2.0%) missing values | Missing |
CE.Stom.Layering has 14 (2.0%) missing values | Missing |
CE.Stom.Noise.Freq has 488 (68.5%) missing values | Missing |
CE.Stom.Ping has 12 (1.7%) missing values | Missing |
CE.Stom.Tension has 13 (1.8%) missing values | Missing |
CE.Temp is highly skewed (γ1 = 24.25032143) | Skewed |
CE.Temp has 14 (2.0%) missing values | Missing |
CE.Waste.Digestion has 22 (3.1%) missing values | Missing |
Cow.Birth.Date only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
Cow.Birth.Date has a high cardinality: 365 distinct values | Warning |
Cow.Exit.Date has a high cardinality: 51 distinct values | Warning |
Cow.Exit.Date has 601 (84.4%) missing values | Missing |
Hapto.HL has 42 (5.9%) missing values | Missing |
Hapto.HML is highly correlated with Hapto.HL (ρ = 1) | Rejected |
Hapto.Log is highly correlated with Hapto.HML (ρ = 0.9307241565) | Rejected |
Hapto0.35 is highly correlated with Hapto.HML (ρ = 0.934781117) | Rejected |
Hapto0.35.2 is highly correlated with Hapto0.35 (ρ = 1) | Rejected |
Milk.Yield has 325 (45.6%) missing values | Missing |
MS.Acetone has 191 (26.8%) missing values | Missing |
MS.Acetone.Log has 191 (26.8%) missing values | Missing |
MS.BHBA has 110 (15.4%) missing values | Missing |
MS.BHBA.Log has 110 (15.4%) missing values | Missing |
MS.Date.Analyzed only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
MS.Date.Analyzed has a high cardinality: 126 distinct values | Warning |
MS.Date.Taken only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
MS.Date.Taken has a high cardinality: 127 distinct values | Warning |
MS.DIM is highly correlated with BS.DIM (ρ = 0.9955398443) | Rejected |
MS.MFA has 290 (40.7%) missing values | Missing |
MS.NEFA has 173 (24.3%) missing values | Missing |
MS.NSFA is highly correlated with MS.MFA (ρ = 0.9969190103) | Rejected |
MS.Oleic is highly correlated with MS.NSFA (ρ = 0.9979573834) | Rejected |
MS.Palmeic has 290 (40.7%) missing values | Missing |
MS.PFA is highly correlated with MS.Oleic (ρ = 0.918837976) | Rejected |
MS.SFA is highly correlated with MS.Palmeic (ρ = 0.9014794682) | Rejected |
MS.Stearine is highly correlated with MS.PFA (ρ = 0.9216109923) | Rejected |
MS.Time.Taken has a high cardinality: 374 distinct values | Warning |
BS.BHBA
Numeric
| Distinct count | 170 |
|---|---|
| Unique (%) | 23.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.9143820225 |
|---|---|
| Minimum | 0.17 |
| Maximum | 5.77 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.17 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 0.5875 |
| Median | 0.745 |
| Q3 | 1.03 |
| 95-th percentile | 2.039 |
| Maximum | 5.77 |
| Range | 5.6 |
| Interquartile range | 0.4425 |
Descriptive statistics
| Standard deviation | 0.6059734623 |
|---|---|
| Coef of variation | 0.662713666 |
| Kurtosis | 17.27579962 |
| Mean | 0.9143820225 |
| MAD | 0.3785926651 |
| Skewness | 3.424038972 |
| Sum | 651.04 |
| Variance | 0.367203837 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.17 0.315 0.475 0.855 1.095 1.535 2.31 3.97 5.77 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.6 | 18 | 2.5% | |
| 0.61 | 16 | 2.2% | |
| 0.48 | 15 | 2.1% | |
| 0.65 | 14 | 2.0% | |
| 0.64 | 13 | 1.8% | |
| 0.58 | 12 | 1.7% | |
| 0.59 | 12 | 1.7% | |
| 0.72 | 12 | 1.7% | |
| 0.84 | 12 | 1.7% | |
| 0.73 | 12 | 1.7% | |
| Other values (160) | 576 | 80.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.17 | 1 | 0.1% | |
| 0.2 | 1 | 0.1% | |
| 0.27 | 1 | 0.1% | |
| 0.29 | 1 | 0.1% | |
| 0.31 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5.77 | 1 | 0.1% | |
| 5.74 | 1 | 0.1% | |
| 4.58 | 1 | 0.1% | |
| 4.01 | 1 | 0.1% | |
| 3.93 | 1 | 0.1% |
BS.BHBA.1.2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 576 | 80.9% | |
| 1 | 136 | 19.1% |
BS.BHBA.Log
Highly correlated
This variable is highly correlated with BS.BHBA and should be ignored for analysis
| Correlation | 0.9127035364 |
|---|
BS.DATE
Categorical
| Distinct count | 100 |
|---|---|
| Unique (%) | 14.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2018-12-04 | 13 |
|---|---|
| 2018-08-16 | 13 |
| 2018-11-15 | 12 |
| Other values (97) |
| Value | Count | Frequency (%) | |
| 2018-12-04 | 13 | 1.8% | |
| 2018-08-16 | 13 | 1.8% | |
| 2018-11-15 | 12 | 1.7% | |
| 2018-08-23 | 11 | 1.5% | |
| 2018-08-28 | 11 | 1.5% | |
| 2018-12-05 | 11 | 1.5% | |
| 2018-11-14 | 11 | 1.5% | |
| 2018-11-27 | 11 | 1.5% | |
| 2018-11-01 | 11 | 1.5% | |
| 2018-08-29 | 11 | 1.5% | |
| Other values (90) | 597 | 83.8% |
| Max length | 10 |
|---|---|
| Mean length | 10 |
| Min length | 10 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
BS.DIM
Numeric
| Distinct count | 29 |
|---|---|
| Unique (%) | 4.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 19.52668539 |
|---|---|
| Minimum | 5 |
| Maximum | 35 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 14 |
| Median | 19 |
| Q3 | 25 |
| 95-th percentile | 29 |
| Maximum | 35 |
| Range | 30 |
| Interquartile range | 11 |
Descriptive statistics
| Standard deviation | 6.308689894 |
|---|---|
| Coef of variation | 0.323080429 |
| Kurtosis | -0.9806981895 |
| Mean | 19.52668539 |
| MAD | 5.371461148 |
| Skewness | 0.007860678128 |
| Sum | 13903 |
| Variance | 39.79956818 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=29)
Histogram with variable size bins (bins=[ 5. 9.5 30.5 35. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 19 | 45 | 6.3% | |
| 12 | 39 | 5.5% | |
| 15 | 39 | 5.5% | |
| 13 | 36 | 5.1% | |
| 20 | 35 | 4.9% | |
| 27 | 35 | 4.9% | |
| 17 | 35 | 4.9% | |
| 26 | 34 | 4.8% | |
| 16 | 34 | 4.8% | |
| 14 | 33 | 4.6% | |
| Other values (19) | 347 | 48.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 3 | 0.4% | |
| 6 | 5 | 0.7% | |
| 7 | 6 | 0.8% | |
| 8 | 4 | 0.6% | |
| 9 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 35 | 1 | 0.1% | |
| 33 | 1 | 0.1% | |
| 31 | 6 | 0.8% | |
| 30 | 26 | 3.7% | |
| 29 | 29 | 4.1% |
BS.Month
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 10-2018 | |
|---|---|
| 11-2018 | |
| 08-2018 | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| 10-2018 | 137 | 19.2% | |
| 11-2018 | 135 | 19.0% | |
| 08-2018 | 131 | 18.4% | |
| 07-2018 | 93 | 13.1% | |
| 09-2018 | 87 | 12.2% | |
| 12-2018 | 66 | 9.3% | |
| 06-2018 | 63 | 8.8% |
| Max length | 7 |
|---|---|
| Mean length | 7 |
| Min length | 7 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
BS.Month2
Recoded
This variable is a recoding of BS.Month and should be ignored for analysis
BS.Month_warm
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 401 | 56.3% | |
| 1 | 311 | 43.7% |
BS.MS.Date.Difference
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | |
| -1 | 22 |
| Value | Count | Frequency (%) | |
| 1 | 385 | 54.1% | |
| 0 | 289 | 40.6% | |
| -1 | 22 | 3.1% | |
| 2 | 16 | 2.2% |
| Max length | 2 |
|---|---|
| Mean length | 1.030898876 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
BS.NEFA
Numeric
| Distinct count | 135 |
|---|---|
| Unique (%) | 19.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.4493539326 |
|---|---|
| Minimum | 0.02 |
| Maximum | 2.37 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.02 |
|---|---|
| 5-th percentile | 0.09 |
| Q1 | 0.18 |
| Median | 0.34 |
| Q3 | 0.62 |
| 95-th percentile | 1.09 |
| Maximum | 2.37 |
| Range | 2.35 |
| Interquartile range | 0.44 |
Descriptive statistics
| Standard deviation | 0.3610574071 |
|---|---|
| Coef of variation | 0.8035033876 |
| Kurtosis | 4.611385406 |
| Mean | 0.4493539326 |
| MAD | 0.2718845474 |
| Skewness | 1.799196764 |
| Sum | 319.94 |
| Variance | 0.1303624512 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.02 0.085 0.305 0.745 1.095 1.75 2.37 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.14 | 20 | 2.8% | |
| 0.27 | 19 | 2.7% | |
| 0.18 | 18 | 2.5% | |
| 0.15 | 18 | 2.5% | |
| 0.13 | 18 | 2.5% | |
| 0.17 | 15 | 2.1% | |
| 0.16 | 15 | 2.1% | |
| 0.1 | 14 | 2.0% | |
| 0.21 | 14 | 2.0% | |
| 0.3 | 13 | 1.8% | |
| Other values (125) | 548 | 77.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.02 | 1 | 0.1% | |
| 0.03 | 2 | 0.3% | |
| 0.04 | 5 | 0.7% | |
| 0.05 | 8 | 1.1% | |
| 0.06 | 6 | 0.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2.37 | 1 | 0.1% | |
| 2.33 | 1 | 0.1% | |
| 2.29 | 1 | 0.1% | |
| 2.08 | 1 | 0.1% | |
| 2.06 | 1 | 0.1% |
BS.NEFA.0.7
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 572 | 80.3% | |
| 1 | 140 | 19.7% |
BS.NEFA.Log
Numeric
| Distinct count | 135 |
|---|---|
| Unique (%) | 19.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -1.104284631 |
|---|---|
| Minimum | -3.912023005 |
| Maximum | 0.8628899551 |
| Zeros (%) | 0.4% |
Quantile statistics
| Minimum | -3.912023005 |
|---|---|
| 5-th percentile | -2.407945609 |
| Q1 | -1.714798428 |
| Median | -1.078809661 |
| Q3 | -0.4780358009 |
| 95-th percentile | 0.08617769624 |
| Maximum | 0.8628899551 |
| Range | 4.774912961 |
| Interquartile range | 1.236762627 |
Descriptive statistics
| Standard deviation | 0.8140090442 |
|---|---|
| Coef of variation | -0.7371369855 |
| Kurtosis | -0.1927570432 |
| Mean | -1.104284631 |
| MAD | 0.6673376229 |
| Skewness | -0.2654820303 |
| Sum | -786.2506574 |
| Variance | 0.662610724 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-3.91202301 -3.36271686 -2.46683713 -2.08024218 0.09074394 0.86288996], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -1.966112856 | 20 | 2.8% | |
| -1.30933332 | 19 | 2.7% | |
| -1.897119985 | 18 | 2.5% | |
| -1.714798428 | 18 | 2.5% | |
| -2.040220829 | 18 | 2.5% | |
| -1.771956842 | 15 | 2.1% | |
| -1.832581464 | 15 | 2.1% | |
| -1.560647748 | 14 | 2.0% | |
| -2.302585093 | 14 | 2.0% | |
| -1.514127733 | 13 | 1.8% | |
| Other values (125) | 548 | 77.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -3.912023005 | 1 | 0.1% | |
| -3.506557897 | 2 | 0.3% | |
| -3.218875825 | 5 | 0.7% | |
| -2.995732274 | 8 | 1.1% | |
| -2.813410717 | 6 | 0.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.8628899551 | 1 | 0.1% | |
| 0.8458682676 | 1 | 0.1% | |
| 0.8285518176 | 1 | 0.1% | |
| 0.7323678937 | 1 | 0.1% | |
| 0.7227059828 | 1 | 0.1% |
Calving.Date
Categorical
| Distinct count | 175 |
|---|---|
| Unique (%) | 24.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2018-09-19 | 12 |
|---|---|
| 2018-09-18 | 11 |
| 2018-11-08 | 11 |
| Other values (172) |
| Value | Count | Frequency (%) | |
| 2018-09-19 | 12 | 1.7% | |
| 2018-09-18 | 11 | 1.5% | |
| 2018-11-08 | 11 | 1.5% | |
| 2018-08-05 | 10 | 1.4% | |
| 2018-10-30 | 10 | 1.4% | |
| 2018-11-17 | 10 | 1.4% | |
| 2018-09-17 | 9 | 1.3% | |
| 2018-08-03 | 9 | 1.3% | |
| 2018-10-25 | 9 | 1.3% | |
| 2018-08-04 | 9 | 1.3% | |
| Other values (165) | 612 | 86.0% |
| Max length | 10 |
|---|---|
| Mean length | 10 |
| Min length | 10 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Calving.No
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 1.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.043539326 |
|---|---|
| Minimum | 1 |
| Maximum | 11 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.999173627 |
|---|---|
| Coef of variation | 0.6568581553 |
| Kurtosis | 0.91254791 |
| Mean | 3.043539326 |
| MAD | 1.560412984 |
| Skewness | 1.063685154 |
| Sum | 2167 |
| Variance | 3.996695191 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 1.5 4.5 7.5 11. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 207 | 29.1% | |
| 3 | 143 | 20.1% | |
| 2 | 121 | 17.0% | |
| 4 | 97 | 13.6% | |
| 5 | 54 | 7.6% | |
| 6 | 38 | 5.3% | |
| 7 | 32 | 4.5% | |
| 9 | 10 | 1.4% | |
| 8 | 7 | 1.0% | |
| 11 | 3 | 0.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 207 | 29.1% | |
| 2 | 121 | 17.0% | |
| 3 | 143 | 20.1% | |
| 4 | 97 | 13.6% | |
| 5 | 54 | 7.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 3 | 0.4% | |
| 9 | 10 | 1.4% | |
| 8 | 7 | 1.0% | |
| 7 | 32 | 4.5% | |
| 6 | 38 | 5.3% |
CE.Date
Categorical
| Distinct count | 106 |
|---|---|
| Unique (%) | 14.9% |
| Missing (%) | 1.5% |
| Missing (n) | 11 |
| 2018-12-04 | 13 |
|---|---|
| 2018-08-16 | 13 |
| 2018-11-27 | 11 |
| Other values (102) |
| Value | Count | Frequency (%) | |
| 2018-12-04 | 13 | 1.8% | |
| 2018-08-16 | 13 | 1.8% | |
| 2018-11-27 | 11 | 1.5% | |
| 2018-08-29 | 11 | 1.5% | |
| 2018-10-01 | 11 | 1.5% | |
| 2018-12-11 | 11 | 1.5% | |
| 2018-12-05 | 11 | 1.5% | |
| 2018-11-01 | 11 | 1.5% | |
| 2018-11-15 | 11 | 1.5% | |
| 2018-08-23 | 11 | 1.5% | |
| Other values (95) | 587 | 82.4% |
| Max length | 10 |
|---|---|
| Mean length | 9.891853933 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
CE.Environ.Temp
Numeric
| Distinct count | 209 |
|---|---|
| Unique (%) | 29.4% |
| Missing (%) | 5.5% |
| Missing (n) | 39 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 16.62763744 |
|---|---|
| Minimum | 1 |
| Maximum | 32.4 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 11.1 |
| Median | 17 |
| Q3 | 21.6 |
| 95-th percentile | 26.18 |
| Maximum | 32.4 |
| Range | 31.4 |
| Interquartile range | 10.5 |
Descriptive statistics
| Standard deviation | 6.369360945 |
|---|---|
| Coef of variation | 0.3830586856 |
| Kurtosis | -0.9054566917 |
| Mean | 16.62763744 |
| MAD | 5.404436015 |
| Skewness | -0.06545995806 |
| Sum | 11190.4 |
| Variance | 40.56875884 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 25 | 24 | 3.4% | |
| 20 | 19 | 2.7% | |
| 11 | 19 | 2.7% | |
| 17 | 13 | 1.8% | |
| 9 | 10 | 1.4% | |
| 8 | 8 | 1.1% | |
| 19 | 8 | 1.1% | |
| 10.9 | 8 | 1.1% | |
| 13 | 8 | 1.1% | |
| 16 | 8 | 1.1% | |
| Other values (198) | 548 | 77.0% | |
| (Missing) | 39 | 5.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2.4 | 1 | 0.1% | |
| 2.8 | 1 | 0.1% | |
| 3.8 | 1 | 0.1% | |
| 3.9 | 3 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 32.4 | 1 | 0.1% | |
| 32 | 1 | 0.1% | |
| 29.8 | 1 | 0.1% | |
| 29 | 3 | 0.4% | |
| 28.6 | 2 | 0.3% |
CE.Fat.Level
Numeric
| Distinct count | 41 |
|---|---|
| Unique (%) | 5.8% |
| Missing (%) | 2.4% |
| Missing (n) | 17 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 16.55395683 |
|---|---|
| Minimum | 3 |
| Maximum | 50 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 12 |
| Median | 16 |
| Q3 | 20 |
| 95-th percentile | 30 |
| Maximum | 50 |
| Range | 47 |
| Interquartile range | 8 |
Descriptive statistics
| Standard deviation | 6.943963296 |
|---|---|
| Coef of variation | 0.419474532 |
| Kurtosis | 1.198421598 |
| Mean | 16.55395683 |
| MAD | 5.454645205 |
| Skewness | 0.8952719438 |
| Sum | 11505 |
| Variance | 48.21862625 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) | |
| 14 | 56 | 7.9% | |
| 12 | 54 | 7.6% | |
| 16 | 48 | 6.7% | |
| 19 | 45 | 6.3% | |
| 10 | 41 | 5.8% | |
| 17 | 37 | 5.2% | |
| 8 | 35 | 4.9% | |
| 13 | 33 | 4.6% | |
| 15 | 32 | 4.5% | |
| 21 | 30 | 4.2% | |
| Other values (30) | 284 | 39.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 7 | 1.0% | |
| 6 | 8 | 1.1% | |
| 7 | 25 | 3.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 50 | 1 | 0.1% | |
| 45 | 1 | 0.1% | |
| 43 | 1 | 0.1% | |
| 42 | 1 | 0.1% | |
| 38 | 1 | 0.1% |
CE.Lame
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 83 |
| Value | Count | Frequency (%) | |
| 0 | 629 | 88.3% | |
| 1 | 83 | 11.7% |
CE.Locomotion.Score
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 3.4% |
| Missing (n) | 24 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.613372093 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.7977013709 |
|---|---|
| Coef of variation | 0.49443112 |
| Kurtosis | 1.531449383 |
| Mean | 1.613372093 |
| MAD | 0.6686469037 |
| Skewness | 1.325291835 |
| Sum | 1110 |
| Variance | 0.6363274771 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 1 | 375 | 52.7% | |
| 2 | 230 | 32.3% | |
| 3 | 59 | 8.3% | |
| 4 | 22 | 3.1% | |
| 5 | 2 | 0.3% | |
| (Missing) | 24 | 3.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 375 | 52.7% | |
| 2 | 230 | 32.3% | |
| 3 | 59 | 8.3% | |
| 4 | 22 | 3.1% | |
| 5 | 2 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 2 | 0.3% | |
| 4 | 22 | 3.1% | |
| 3 | 59 | 8.3% | |
| 2 | 230 | 32.3% | |
| 1 | 375 | 52.7% |
CE.Skin.Dehydration
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 1.7% |
| Missing (n) | 12 |
| phy | |
|---|---|
| red | 26 |
| (Missing) | 12 |
| Value | Count | Frequency (%) | |
| phy | 674 | 94.7% | |
| red | 26 | 3.7% | |
| (Missing) | 12 | 1.7% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
CE.Stom.Fluid.Movement
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 2.0% |
| Missing (n) | 14 |
| obb | |
|---|---|
| re | 26 |
| (Missing) | 14 |
| Value | Count | Frequency (%) | |
| obb | 672 | 94.4% | |
| re | 26 | 3.7% | |
| (Missing) | 14 | 2.0% |
| Max length | 3 |
|---|---|
| Mean length | 2.963483146 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
CE.Stom.Fullness
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| abnorm | |
|---|---|
| norm | |
| 0 | 13 |
| Value | Count | Frequency (%) | |
| abnorm | 404 | 56.7% | |
| norm | 295 | 41.4% | |
| 0 | 13 | 1.8% |
| Max length | 6 |
|---|---|
| Mean length | 5.08005618 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
CE.Stom.Fullness01
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 404 | 56.7% | |
| 0 | 308 | 43.3% |
CE.Stom.Layering
Boolean
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 2.0% |
| Missing (n) | 14 |
| 1 | |
|---|---|
| 0 | 20 |
| (Missing) | 14 |
| Value | Count | Frequency (%) | |
| 1 | 678 | 95.2% | |
| 0 | 20 | 2.8% | |
| (Missing) | 14 | 2.0% |
CE.Stom.Noise.Freq
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 68.5% |
| Missing (n) | 488 |
| phy | |
|---|---|
| bis_2 | 52 |
| groe_3 | 26 |
| (Missing) |
| Value | Count | Frequency (%) | |
| phy | 146 | 20.5% | |
| bis_2 | 52 | 7.3% | |
| groe_3 | 26 | 3.7% | |
| (Missing) | 488 | 68.5% |
| Max length | 6 |
|---|---|
| Mean length | 3.255617978 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
CE.Stom.Ping
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 1.7% |
| Missing (n) | 12 |
| obb | |
|---|---|
| re | 4 |
| (Missing) | 12 |
| Value | Count | Frequency (%) | |
| obb | 696 | 97.8% | |
| re | 4 | 0.6% | |
| (Missing) | 12 | 1.7% |
| Max length | 3 |
|---|---|
| Mean length | 2.994382022 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
CE.Stom.Tension
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 1.8% |
| Missing (n) | 13 |
| phy | |
|---|---|
| erh | 50 |
| (Missing) | 13 |
| Value | Count | Frequency (%) | |
| phy | 649 | 91.2% | |
| erh | 50 | 7.0% | |
| (Missing) | 13 | 1.8% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
CE.Stom.Tension01
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 50 |
| Value | Count | Frequency (%) | |
| 0 | 662 | 93.0% | |
| 1 | 50 | 7.0% |
CE.Temp
Numeric
| Distinct count | 30 |
|---|---|
| Unique (%) | 4.2% |
| Missing (%) | 2.0% |
| Missing (n) | 14 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 38.59713467 |
|---|---|
| Minimum | 37.2 |
| Maximum | 83 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 37.2 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 38.3 |
| Median | 38.5 |
| Q3 | 38.7 |
| 95-th percentile | 39.2 |
| Maximum | 83 |
| Range | 45.8 |
| Interquartile range | 0.4 |
Descriptive statistics
| Standard deviation | 1.732238941 |
|---|---|
| Coef of variation | 0.04487998801 |
| Kurtosis | 621.7870883 |
| Mean | 38.59713467 |
| MAD | 0.3612843901 |
| Skewness | 24.25032143 |
| Sum | 26940.8 |
| Variance | 3.000651749 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) | |
| 38.5 | 86 | 12.1% | |
| 38.6 | 85 | 11.9% | |
| 38.7 | 80 | 11.2% | |
| 38.3 | 74 | 10.4% | |
| 38.4 | 69 | 9.7% | |
| 38.2 | 65 | 9.1% | |
| 38.1 | 42 | 5.9% | |
| 38.8 | 41 | 5.8% | |
| 38.9 | 31 | 4.4% | |
| 38 | 29 | 4.1% | |
| Other values (19) | 96 | 13.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 37.2 | 1 | 0.1% | |
| 37.7 | 2 | 0.3% | |
| 37.8 | 10 | 1.4% | |
| 37.9 | 10 | 1.4% | |
| 38 | 29 | 4.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 83 | 1 | 0.1% | |
| 41.7 | 1 | 0.1% | |
| 41.1 | 1 | 0.1% | |
| 40.2 | 1 | 0.1% | |
| 40 | 4 | 0.6% |
CE.Waste.Consistency
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| norm | |
|---|---|
| thick | |
| thin | 23 |
| Value | Count | Frequency (%) | |
| norm | 524 | 73.6% | |
| thick | 145 | 20.4% | |
| thin | 23 | 3.2% | |
| 0 | 20 | 2.8% |
| Max length | 5 |
|---|---|
| Mean length | 4.119382022 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
CE.Waste.Digestion
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 3.1% |
| Missing (n) | 22 |
| gut | |
|---|---|
| maess | |
| schl | 4 |
| (Missing) | 22 |
| Value | Count | Frequency (%) | |
| gut | 522 | 73.3% | |
| maess | 164 | 23.0% | |
| schl | 4 | 0.6% | |
| (Missing) | 22 | 3.1% |
| Max length | 5 |
|---|---|
| Mean length | 3.466292135 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Cow.Birth.Date
Categorical
| Distinct count | 365 |
|---|---|
| Unique (%) | 51.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2012-08-15 | 7 |
|---|---|
| 2014-03-21 | 6 |
| 2014-05-23 | 6 |
| Other values (362) |
| Value | Count | Frequency (%) | |
| 2012-08-15 | 7 | 1.0% | |
| 2014-03-21 | 6 | 0.8% | |
| 2014-05-23 | 6 | 0.8% | |
| 2016-07-18 | 6 | 0.8% | |
| 2016-05-18 | 6 | 0.8% | |
| 2016-05-07 | 6 | 0.8% | |
| 2015-12-22 | 5 | 0.7% | |
| 2013-05-05 | 5 | 0.7% | |
| 2014-11-04 | 5 | 0.7% | |
| 2014-04-13 | 5 | 0.7% | |
| Other values (355) | 655 | 92.0% |
| Max length | 10 |
|---|---|
| Mean length | 10 |
| Min length | 10 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Cow.Breed
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 437 | 61.4% | |
| 2 | 275 | 38.6% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Cow.Exit.Date
Categorical
| Distinct count | 51 |
|---|---|
| Unique (%) | 7.2% |
| Missing (%) | 84.4% |
| Missing (n) | 601 |
| 2019-03-01 | 7 |
|---|---|
| 2018-10-04 | 6 |
| 2018-12-24 | 4 |
| Other values (47) | 94 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 2019-03-01 | 7 | 1.0% | |
| 2018-10-04 | 6 | 0.8% | |
| 2018-12-24 | 4 | 0.6% | |
| 2019-03-30 | 4 | 0.6% | |
| 2019-01-25 | 4 | 0.6% | |
| 2018-12-05 | 4 | 0.6% | |
| 2018-11-29 | 3 | 0.4% | |
| 2018-11-23 | 3 | 0.4% | |
| 2019-03-14 | 3 | 0.4% | |
| 2018-08-24 | 3 | 0.4% | |
| Other values (40) | 70 | 9.8% | |
| (Missing) | 601 | 84.4% |
| Max length | 10 |
|---|---|
| Mean length | 4.091292135 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
CowID
Numeric
| Distinct count | 423 |
|---|---|
| Unique (%) | 59.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.760009491e+14 |
|---|---|
| Minimum | 2.760009378e+14 |
| Maximum | 2.760009876e+14 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.760009378e+14 |
|---|---|
| 5-th percentile | 2.760009442e+14 |
| Q1 | 2.760009476e+14 |
| Median | 2.760009496e+14 |
| Q3 | 2.760009509e+14 |
| 95-th percentile | 2.760009518e+14 |
| Maximum | 2.760009876e+14 |
| Range | 49731642 |
| Interquartile range | 3309415.75 |
Descriptive statistics
| Standard deviation | 3490817.201 |
|---|---|
| Coef of variation | 1.264784491e-08 |
| Kurtosis | 60.59362322 |
| Mean | 2.760009491e+14 |
| MAD | 2033141.309 |
| Skewness | 5.189869993 |
| Sum | 1.965126758e+17 |
| Variance | 1.218580473e+13 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[2.76000938e+14 2.76000943e+14 2.76000943e+14 2.76000943e+14 2.76000944e+14 ... 2.76000952e+14 2.76000952e+14 2.76000952e+14 2.76000953e+14 2.76000988e+14], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2.760009512e+14 | 4 | 0.6% | |
| 2.760009504e+14 | 3 | 0.4% | |
| 2.760009489e+14 | 3 | 0.4% | |
| 2.760009517e+14 | 3 | 0.4% | |
| 2.760009507e+14 | 3 | 0.4% | |
| 2.760009476e+14 | 3 | 0.4% | |
| 2.760009514e+14 | 3 | 0.4% | |
| 2.760009509e+14 | 3 | 0.4% | |
| 2.760009506e+14 | 3 | 0.4% | |
| 2.760009476e+14 | 3 | 0.4% | |
| Other values (413) | 681 | 95.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.760009378e+14 | 1 | 0.1% | |
| 2.76000939e+14 | 2 | 0.3% | |
| 2.760009402e+14 | 2 | 0.3% | |
| 2.760009411e+14 | 2 | 0.3% | |
| 2.760009418e+14 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2.760009876e+14 | 3 | 0.4% | |
| 2.760009526e+14 | 1 | 0.1% | |
| 2.760009526e+14 | 1 | 0.1% | |
| 2.760009524e+14 | 2 | 0.3% | |
| 2.76000952e+14 | 3 | 0.4% |
Farm.Name
Categorical
| Distinct count | 39 |
|---|---|
| Unique (%) | 5.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Haimmerer | 78 |
|---|---|
| Zoßeder | 69 |
| Landmann | 64 |
| Other values (36) |
| Value | Count | Frequency (%) | |
| Haimmerer | 78 | 11.0% | |
| Zoßeder | 69 | 9.7% | |
| Landmann | 64 | 9.0% | |
| Stadler | 57 | 8.0% | |
| Lohmaier | 51 | 7.2% | |
| Keilhacker | 50 | 7.0% | |
| Hörmann | 38 | 5.3% | |
| Zacherl | 30 | 4.2% | |
| Schaber | 19 | 2.7% | |
| Kögel | 19 | 2.7% | |
| Other values (29) | 237 | 33.3% |
| Max length | 10 |
|---|---|
| Mean length | 7.244382022 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Farm.No
Numeric
| Distinct count | 39 |
|---|---|
| Unique (%) | 5.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.4183315e+10 |
|---|---|
| Minimum | 1.177700019e+10 |
| Maximum | 1.917411318e+10 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1.177700019e+10 |
|---|---|
| 5-th percentile | 1.177713813e+10 |
| Q1 | 1.17781163e+10 |
| Median | 1.418717613e+10 |
| Q3 | 1.517713931e+10 |
| 95-th percentile | 1.917411318e+10 |
| Maximum | 1.917411318e+10 |
| Range | 7397112997 |
| Interquartile range | 3399023009 |
Descriptive statistics
| Standard deviation | 2076146699 |
|---|---|
| Coef of variation | 0.14637951 |
| Kurtosis | 0.5236453301 |
| Mean | 1.4183315e+10 |
| MAD | 1588726848 |
| Skewness | 0.8573531556 |
| Sum | 1.009852028e+13 |
| Variance | 4.310385117e+18 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=39)
Histogram with variable size bins (bins=[1.17770002e+10 1.17771177e+10 1.17771381e+10 1.17771381e+10 1.17771481e+10 ... 1.41856566e+10 1.51751236e+10 1.51761377e+10 1.51831401e+10 1.91741132e+10], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1.51751111e+10 | 78 | 11.0% | |
| 1.418717613e+10 | 69 | 9.7% | |
| 1.917411318e+10 | 64 | 9.0% | |
| 1.418413714e+10 | 57 | 8.0% | |
| 1.518314014e+10 | 51 | 7.2% | |
| 1.518314015e+10 | 50 | 7.0% | |
| 1.517713931e+10 | 38 | 5.3% | |
| 1.517513611e+10 | 30 | 4.2% | |
| 1.177715311e+10 | 19 | 2.7% | |
| 1.277814422e+10 | 19 | 2.7% | |
| Other values (29) | 237 | 33.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1.177700019e+10 | 15 | 2.1% | |
| 1.177711115e+10 | 5 | 0.7% | |
| 1.177711421e+10 | 1 | 0.1% | |
| 1.177712120e+10 | 7 | 1.0% | |
| 1.177713513e+10 | 5 | 0.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1.917411318e+10 | 64 | 9.0% | |
| 1.518314015e+10 | 50 | 7.0% | |
| 1.518314014e+10 | 51 | 7.2% | |
| 1.517713931e+10 | 38 | 5.3% | |
| 1.517513611e+10 | 30 | 4.2% |
Hapto.0.1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 448 | 62.9% | |
| 1 | 264 | 37.1% |
Hapto.HL
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 5.9% |
| Missing (n) | 42 |
| 1 | |
|---|---|
| 3 | |
| (Missing) | 42 |
| Value | Count | Frequency (%) | |
| 1 | 537 | 75.4% | |
| 3 | 133 | 18.7% | |
| (Missing) | 42 | 5.9% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Hapto.HML
Highly correlated
This variable is highly correlated with Hapto.HL and should be ignored for analysis
| Correlation | 1 |
|---|
Hapto.Log
Highly correlated
This variable is highly correlated with Hapto.HML and should be ignored for analysis
| Correlation | 0.9307241565 |
|---|
Hapto.Result
Numeric
| Distinct count | 514 |
|---|---|
| Unique (%) | 72.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 79256.3743 |
|---|---|
| Minimum | 140 |
| Maximum | 2561350 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 140 |
|---|---|
| 5-th percentile | 188.6 |
| Q1 | 280 |
| Median | 462.3 |
| Q3 | 3854.875 |
| 95-th percentile | 476571 |
| Maximum | 2561350 |
| Range | 2561210 |
| Interquartile range | 3574.875 |
Descriptive statistics
| Standard deviation | 279285.1704 |
|---|---|
| Coef of variation | 3.523819666 |
| Kurtosis | 28.47760038 |
| Mean | 79256.3743 |
| MAD | 132213.6227 |
| Skewness | 4.996041143 |
| Sum | 56430538.5 |
| Variance | 7.800020641e+10 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.400000e+02 2.797500e+02 2.807500e+02 4.262500e+02 7.272500e+02 ... 4.027750e+03 2.576575e+04 1.433400e+05 5.156850e+05 2.561350e+06], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 280 | 178 | 25.0% | |
| 214 | 3 | 0.4% | |
| 889.5 | 2 | 0.3% | |
| 174.5 | 2 | 0.3% | |
| 666.5 | 2 | 0.3% | |
| 148 | 2 | 0.3% | |
| 209.5 | 2 | 0.3% | |
| 389.5 | 2 | 0.3% | |
| 213.5 | 2 | 0.3% | |
| 260.5 | 2 | 0.3% | |
| Other values (504) | 515 | 72.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 140 | 1 | 0.1% | |
| 141 | 1 | 0.1% | |
| 143 | 1 | 0.1% | |
| 143.5 | 1 | 0.1% | |
| 144 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2561350 | 1 | 0.1% | |
| 2249850 | 1 | 0.1% | |
| 2003100 | 1 | 0.1% | |
| 1943250 | 1 | 0.1% | |
| 1805850 | 1 | 0.1% |
Hapto0.35
Highly correlated
This variable is highly correlated with Hapto.HML and should be ignored for analysis
| Correlation | 0.934781117 |
|---|
Hapto0.35.2
Highly correlated
This variable is highly correlated with Hapto0.35 and should be ignored for analysis
| Correlation | 1 |
|---|
Hfr.or.Cow
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| cow | |
|---|---|
| hfr |
| Value | Count | Frequency (%) | |
| cow | 505 | 70.9% | |
| hfr | 207 | 29.1% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Milk.Yield
Numeric
| Distinct count | 203 |
|---|---|
| Unique (%) | 28.5% |
| Missing (%) | 45.6% |
| Missing (n) | 325 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 32.19121447 |
|---|---|
| Minimum | 1.4 |
| Maximum | 62.9 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1.4 |
|---|---|
| 5-th percentile | 20.19 |
| Q1 | 26.75 |
| Median | 32.6 |
| Q3 | 37.75 |
| 95-th percentile | 43.04 |
| Maximum | 62.9 |
| Range | 61.5 |
| Interquartile range | 11 |
Descriptive statistics
| Standard deviation | 7.630941604 |
|---|---|
| Coef of variation | 0.2370504415 |
| Kurtosis | 0.870579615 |
| Mean | 32.19121447 |
| MAD | 6.130482276 |
| Skewness | -0.2428373231 |
| Sum | 12458 |
| Variance | 58.23126976 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 41.6 | 6 | 0.8% | |
| 32 | 5 | 0.7% | |
| 33.2 | 5 | 0.7% | |
| 34 | 5 | 0.7% | |
| 38.6 | 4 | 0.6% | |
| 37 | 4 | 0.6% | |
| 30.2 | 4 | 0.6% | |
| 34.9 | 4 | 0.6% | |
| 29 | 4 | 0.6% | |
| 38.1 | 4 | 0.6% | |
| Other values (192) | 342 | 48.0% | |
| (Missing) | 325 | 45.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1.4 | 1 | 0.1% | |
| 3.9 | 1 | 0.1% | |
| 9 | 1 | 0.1% | |
| 15.2 | 1 | 0.1% | |
| 16 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 62.9 | 1 | 0.1% | |
| 51.6 | 1 | 0.1% | |
| 50.5 | 1 | 0.1% | |
| 48.2 | 2 | 0.3% | |
| 46.3 | 1 | 0.1% |
MS.Acetone
Numeric
| Distinct count | 60 |
|---|---|
| Unique (%) | 8.4% |
| Missing (%) | 26.8% |
| Missing (n) | 191 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 137.7543186 |
|---|---|
| Minimum | 10 |
| Maximum | 1920 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 50 |
| Median | 90 |
| Q3 | 160 |
| 95-th percentile | 380 |
| Maximum | 1920 |
| Range | 1910 |
| Interquartile range | 110 |
Descriptive statistics
| Standard deviation | 184.7694642 |
|---|---|
| Coef of variation | 1.341297072 |
| Kurtosis | 38.21159287 |
| Mean | 137.7543186 |
| MAD | 98.03176381 |
| Skewness | 5.286256171 |
| Sum | 71770 |
| Variance | 34139.75491 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 70 | 39 | 5.5% | |
| 30 | 37 | 5.2% | |
| 90 | 35 | 4.9% | |
| 80 | 34 | 4.8% | |
| 50 | 30 | 4.2% | |
| 40 | 28 | 3.9% | |
| 60 | 26 | 3.7% | |
| 20 | 26 | 3.7% | |
| 100 | 24 | 3.4% | |
| 10 | 23 | 3.2% | |
| Other values (49) | 219 | 30.8% | |
| (Missing) | 191 | 26.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 23 | 3.2% | |
| 20 | 26 | 3.7% | |
| 30 | 37 | 5.2% | |
| 40 | 28 | 3.9% | |
| 50 | 30 | 4.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1920 | 1 | 0.1% | |
| 1790 | 1 | 0.1% | |
| 1490 | 1 | 0.1% | |
| 1200 | 1 | 0.1% | |
| 1100 | 1 | 0.1% |
MS.Acetone.Log
Numeric
| Distinct count | 60 |
|---|---|
| Unique (%) | 8.4% |
| Missing (%) | 26.8% |
| Missing (n) | 191 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.471206112 |
|---|---|
| Minimum | 2.302585093 |
| Maximum | 7.560080465 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.302585093 |
|---|---|
| 5-th percentile | 2.995732274 |
| Q1 | 3.912023005 |
| Median | 4.49980967 |
| Q3 | 5.075173815 |
| 95-th percentile | 5.940171253 |
| Maximum | 7.560080465 |
| Range | 5.257495372 |
| Interquartile range | 1.16315081 |
Descriptive statistics
| Standard deviation | 0.9429371742 |
|---|---|
| Coef of variation | 0.2108910103 |
| Kurtosis | 0.4467853642 |
| Mean | 4.471206112 |
| MAD | 0.7217957479 |
| Skewness | -0.05603360728 |
| Sum | 2329.498384 |
| Variance | 0.8891305144 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4.248495242 | 39 | 5.5% | |
| 3.401197382 | 37 | 5.2% | |
| 4.49980967 | 35 | 4.9% | |
| 4.382026635 | 34 | 4.8% | |
| 3.912023005 | 30 | 4.2% | |
| 3.688879454 | 28 | 3.9% | |
| 2.995732274 | 26 | 3.7% | |
| 4.094344562 | 26 | 3.7% | |
| 4.605170186 | 24 | 3.4% | |
| 2.302585093 | 23 | 3.2% | |
| Other values (49) | 219 | 30.8% | |
| (Missing) | 191 | 26.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.302585093 | 23 | 3.2% | |
| 2.995732274 | 26 | 3.7% | |
| 3.401197382 | 37 | 5.2% | |
| 3.688879454 | 28 | 3.9% | |
| 3.912023005 | 30 | 4.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7.560080465 | 1 | 0.1% | |
| 7.489970899 | 1 | 0.1% | |
| 7.306531399 | 1 | 0.1% | |
| 7.090076836 | 1 | 0.1% | |
| 7.003065459 | 1 | 0.1% |
MS.BHBA
Numeric
| Distinct count | 36 |
|---|---|
| Unique (%) | 5.1% |
| Missing (%) | 15.4% |
| Missing (n) | 110 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 76.99335548 |
|---|---|
| Minimum | 10 |
| Maximum | 470 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 40 |
| Median | 60 |
| Q3 | 100 |
| 95-th percentile | 180 |
| Maximum | 470 |
| Range | 460 |
| Interquartile range | 60 |
Descriptive statistics
| Standard deviation | 60.69560688 |
|---|---|
| Coef of variation | 0.7883226611 |
| Kurtosis | 8.675686551 |
| Mean | 76.99335548 |
| MAD | 41.93894107 |
| Skewness | 2.384148485 |
| Sum | 46350 |
| Variance | 3683.956695 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) | |
| 40 | 67 | 9.4% | |
| 30 | 57 | 8.0% | |
| 50 | 57 | 8.0% | |
| 60 | 52 | 7.3% | |
| 20 | 51 | 7.2% | |
| 80 | 47 | 6.6% | |
| 70 | 47 | 6.6% | |
| 90 | 38 | 5.3% | |
| 110 | 29 | 4.1% | |
| 100 | 28 | 3.9% | |
| Other values (25) | 129 | 18.1% | |
| (Missing) | 110 | 15.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 27 | 3.8% | |
| 20 | 51 | 7.2% | |
| 30 | 57 | 8.0% | |
| 40 | 67 | 9.4% | |
| 50 | 57 | 8.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 470 | 1 | 0.1% | |
| 450 | 1 | 0.1% | |
| 380 | 1 | 0.1% | |
| 360 | 1 | 0.1% | |
| 330 | 1 | 0.1% |
MS.BHBA.Log
Numeric
| Distinct count | 36 |
|---|---|
| Unique (%) | 5.1% |
| Missing (%) | 15.4% |
| Missing (n) | 110 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.080285859 |
|---|---|
| Minimum | 2.302585093 |
| Maximum | 6.152732695 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.302585093 |
|---|---|
| 5-th percentile | 2.995732274 |
| Q1 | 3.688879454 |
| Median | 4.094344562 |
| Q3 | 4.605170186 |
| 95-th percentile | 5.192956851 |
| Maximum | 6.152732695 |
| Range | 3.850147602 |
| Interquartile range | 0.9162907319 |
Descriptive statistics
| Standard deviation | 0.7488380139 |
|---|---|
| Coef of variation | 0.1835258704 |
| Kurtosis | 0.08310520174 |
| Mean | 4.080285859 |
| MAD | 0.590808666 |
| Skewness | -0.2698368887 |
| Sum | 2456.332087 |
| Variance | 0.5607583711 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) | |
| 3.688879454 | 67 | 9.4% | |
| 3.401197382 | 57 | 8.0% | |
| 3.912023005 | 57 | 8.0% | |
| 4.094344562 | 52 | 7.3% | |
| 2.995732274 | 51 | 7.2% | |
| 4.382026635 | 47 | 6.6% | |
| 4.248495242 | 47 | 6.6% | |
| 4.49980967 | 38 | 5.3% | |
| 4.700480366 | 29 | 4.1% | |
| 4.605170186 | 28 | 3.9% | |
| Other values (25) | 129 | 18.1% | |
| (Missing) | 110 | 15.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.302585093 | 27 | 3.8% | |
| 2.995732274 | 51 | 7.2% | |
| 3.401197382 | 57 | 8.0% | |
| 3.688879454 | 67 | 9.4% | |
| 3.912023005 | 57 | 8.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6.152732695 | 1 | 0.1% | |
| 6.109247583 | 1 | 0.1% | |
| 5.940171253 | 1 | 0.1% | |
| 5.886104031 | 1 | 0.1% | |
| 5.799092654 | 1 | 0.1% |
MS.Date.Analyzed
Categorical
| Distinct count | 126 |
|---|---|
| Unique (%) | 17.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2018-08-17 | 21 |
|---|---|
| 2018-11-16 | 17 |
| 2018-12-13 | 16 |
| Other values (123) |
| Value | Count | Frequency (%) | |
| 2018-08-17 | 21 | 2.9% | |
| 2018-11-16 | 17 | 2.4% | |
| 2018-12-13 | 16 | 2.2% | |
| 2018-10-05 | 15 | 2.1% | |
| 2018-08-30 | 13 | 1.8% | |
| 2018-07-13 | 12 | 1.7% | |
| 2018-08-29 | 12 | 1.7% | |
| 2018-10-19 | 12 | 1.7% | |
| 2018-09-27 | 11 | 1.5% | |
| 2018-10-02 | 11 | 1.5% | |
| Other values (116) | 572 | 80.3% |
| Max length | 10 |
|---|---|
| Mean length | 10 |
| Min length | 10 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
MS.Date.Taken
Categorical
| Distinct count | 127 |
|---|---|
| Unique (%) | 17.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2018-11-27 | 13 |
|---|---|
| 2018-08-29 | 13 |
| 2018-11-13 | 13 |
| Other values (124) |
| Value | Count | Frequency (%) | |
| 2018-11-27 | 13 | 1.8% | |
| 2018-08-29 | 13 | 1.8% | |
| 2018-11-13 | 13 | 1.8% | |
| 2018-08-15 | 12 | 1.7% | |
| 2018-12-05 | 12 | 1.7% | |
| 2018-08-13 | 11 | 1.5% | |
| 2018-09-30 | 11 | 1.5% | |
| 2018-11-19 | 11 | 1.5% | |
| 2018-12-03 | 11 | 1.5% | |
| 2018-11-05 | 10 | 1.4% | |
| Other values (117) | 595 | 83.6% |
| Max length | 10 |
|---|---|
| Mean length | 10 |
| Min length | 10 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
MS.DIM
Highly correlated
This variable is highly correlated with BS.DIM and should be ignored for analysis
| Correlation | 0.9955398443 |
|---|
MS.Fat
Numeric
| Distinct count | 322 |
|---|---|
| Unique (%) | 45.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.48997191 |
|---|---|
| Minimum | 1.26 |
| Maximum | 9.45 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1.26 |
|---|---|
| 5-th percentile | 3.06 |
| Q1 | 3.82 |
| Median | 4.365 |
| Q3 | 5.0725 |
| 95-th percentile | 6.3335 |
| Maximum | 9.45 |
| Range | 8.19 |
| Interquartile range | 1.2525 |
Descriptive statistics
| Standard deviation | 1.09730433 |
|---|---|
| Coef of variation | 0.2443900211 |
| Kurtosis | 2.810767292 |
| Mean | 4.48997191 |
| MAD | 0.8070473267 |
| Skewness | 0.9084527309 |
| Sum | 3196.86 |
| Variance | 1.204076792 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.26 2.815 3.225 3.49 4.895 5.755 6.435 9.45 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4 | 11 | 1.5% | |
| 3.89 | 7 | 1.0% | |
| 4.51 | 7 | 1.0% | |
| 4.7 | 6 | 0.8% | |
| 3.99 | 6 | 0.8% | |
| 5.09 | 6 | 0.8% | |
| 4.38 | 6 | 0.8% | |
| 4.1 | 6 | 0.8% | |
| 4.3 | 6 | 0.8% | |
| 4.14 | 6 | 0.8% | |
| Other values (312) | 645 | 90.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1.26 | 1 | 0.1% | |
| 1.52 | 1 | 0.1% | |
| 1.54 | 1 | 0.1% | |
| 1.71 | 1 | 0.1% | |
| 1.73 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9.45 | 1 | 0.1% | |
| 9.33 | 1 | 0.1% | |
| 9.14 | 1 | 0.1% | |
| 8.98 | 1 | 0.1% | |
| 8.71 | 1 | 0.1% |
MS.Lactose
Numeric
| Distinct count | 95 |
|---|---|
| Unique (%) | 13.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.827668539 |
|---|---|
| Minimum | 2.84 |
| Maximum | 5.27 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.84 |
|---|---|
| 5-th percentile | 4.52 |
| Q1 | 4.73 |
| Median | 4.84 |
| Q3 | 4.95 |
| 95-th percentile | 5.0945 |
| Maximum | 5.27 |
| Range | 2.43 |
| Interquartile range | 0.22 |
Descriptive statistics
| Standard deviation | 0.192485153 |
|---|---|
| Coef of variation | 0.03987124457 |
| Kurtosis | 16.18491142 |
| Mean | 4.827668539 |
| MAD | 0.1372404842 |
| Skewness | -2.024235002 |
| Sum | 3437.3 |
| Variance | 0.03705053414 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[2.84 4.22 4.515 4.645 4.775 4.885 4.995 5.115 5.27 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4.81 | 29 | 4.1% | |
| 4.83 | 23 | 3.2% | |
| 4.85 | 23 | 3.2% | |
| 4.78 | 23 | 3.2% | |
| 4.99 | 22 | 3.1% | |
| 4.87 | 21 | 2.9% | |
| 4.88 | 20 | 2.8% | |
| 4.82 | 19 | 2.7% | |
| 4.93 | 18 | 2.5% | |
| 4.86 | 17 | 2.4% | |
| Other values (85) | 497 | 69.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.84 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 4.2 | 1 | 0.1% | |
| 4.24 | 2 | 0.3% | |
| 4.25 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5.27 | 1 | 0.1% | |
| 5.25 | 2 | 0.3% | |
| 5.24 | 1 | 0.1% | |
| 5.21 | 1 | 0.1% | |
| 5.2 | 1 | 0.1% |
MS.MFA
Numeric
| Distinct count | 376 |
|---|---|
| Unique (%) | 52.8% |
| Missing (%) | 40.7% |
| Missing (n) | 290 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.373241706 |
|---|---|
| Minimum | 0.359 |
| Maximum | 3.282 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.359 |
|---|---|
| 5-th percentile | 0.71905 |
| Q1 | 1.04425 |
| Median | 1.2575 |
| Q3 | 1.60675 |
| 95-th percentile | 2.35635 |
| Maximum | 3.282 |
| Range | 2.923 |
| Interquartile range | 0.5625 |
Descriptive statistics
| Standard deviation | 0.5221441482 |
|---|---|
| Coef of variation | 0.380227418 |
| Kurtosis | 1.50106381 |
| Mean | 1.373241706 |
| MAD | 0.3965622515 |
| Skewness | 1.121800711 |
| Sum | 579.508 |
| Variance | 0.2726345115 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.288 | 3 | 0.4% | |
| 1.199 | 3 | 0.4% | |
| 1.601 | 2 | 0.3% | |
| 0.971 | 2 | 0.3% | |
| 1.058 | 2 | 0.3% | |
| 1.304 | 2 | 0.3% | |
| 1.069 | 2 | 0.3% | |
| 1.659 | 2 | 0.3% | |
| 1.068 | 2 | 0.3% | |
| 1.493 | 2 | 0.3% | |
| Other values (365) | 400 | 56.2% | |
| (Missing) | 290 | 40.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.359 | 1 | 0.1% | |
| 0.41 | 2 | 0.3% | |
| 0.442 | 1 | 0.1% | |
| 0.466 | 1 | 0.1% | |
| 0.504 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3.282 | 1 | 0.1% | |
| 3.277 | 1 | 0.1% | |
| 3.24 | 1 | 0.1% | |
| 3.082 | 1 | 0.1% | |
| 3.026 | 1 | 0.1% |
MS.Milk.Yield
Numeric
| Distinct count | 210 |
|---|---|
| Unique (%) | 29.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 14.91685393 |
|---|---|
| Minimum | 0.4 |
| Maximum | 46.3 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 7.8 |
| Q1 | 11 |
| Median | 13.7 |
| Q3 | 17.6 |
| 95-th percentile | 25.09 |
| Maximum | 46.3 |
| Range | 45.9 |
| Interquartile range | 6.6 |
Descriptive statistics
| Standard deviation | 6.041061763 |
|---|---|
| Coef of variation | 0.4049822965 |
| Kurtosis | 3.798399788 |
| Mean | 14.91685393 |
| MAD | 4.358745739 |
| Skewness | 1.511145425 |
| Sum | 10620.8 |
| Variance | 36.49442722 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0.4 6.35 7.45 9.65 16.05 21.6 25.1 37.3 46.3 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 14.9 | 11 | 1.5% | |
| 12.4 | 11 | 1.5% | |
| 11.4 | 10 | 1.4% | |
| 15 | 10 | 1.4% | |
| 9.8 | 10 | 1.4% | |
| 11.2 | 10 | 1.4% | |
| 13 | 9 | 1.3% | |
| 13.4 | 9 | 1.3% | |
| 12.6 | 9 | 1.3% | |
| 9.9 | 8 | 1.1% | |
| Other values (200) | 615 | 86.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.4 | 1 | 0.1% | |
| 0.6 | 1 | 0.1% | |
| 1.4 | 2 | 0.3% | |
| 2.1 | 1 | 0.1% | |
| 2.9 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 46.3 | 1 | 0.1% | |
| 40.9 | 1 | 0.1% | |
| 40.6 | 1 | 0.1% | |
| 39 | 1 | 0.1% | |
| 37.6 | 1 | 0.1% |
MS.NEFA
Numeric
| Distinct count | 154 |
|---|---|
| Unique (%) | 21.6% |
| Missing (%) | 24.3% |
| Missing (n) | 173 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.863562152 |
|---|---|
| Minimum | 0.1 |
| Maximum | 9.9 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 1.03 |
| Q1 | 2.035 |
| Median | 4.9 |
| Q3 | 7.6 |
| 95-th percentile | 9.2 |
| Maximum | 9.9 |
| Range | 9.8 |
| Interquartile range | 5.565 |
Descriptive statistics
| Standard deviation | 2.819780555 |
|---|---|
| Coef of variation | 0.5797768111 |
| Kurtosis | -1.30064058 |
| Mean | 4.863562152 |
| MAD | 2.461994555 |
| Skewness | 0.03540369065 |
| Sum | 2621.46 |
| Variance | 7.95116238 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 7.8 | 12 | 1.7% | |
| 5.5 | 11 | 1.5% | |
| 6.6 | 10 | 1.4% | |
| 7.7 | 10 | 1.4% | |
| 7.6 | 10 | 1.4% | |
| 4.3 | 10 | 1.4% | |
| 8.6 | 10 | 1.4% | |
| 6.3 | 9 | 1.3% | |
| 5.7 | 9 | 1.3% | |
| 4.7 | 9 | 1.3% | |
| Other values (143) | 439 | 61.7% | |
| (Missing) | 173 | 24.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.1 | 1 | 0.1% | |
| 0.2 | 5 | 0.7% | |
| 0.3 | 3 | 0.4% | |
| 0.4 | 2 | 0.3% | |
| 0.5 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9.9 | 3 | 0.4% | |
| 9.8 | 3 | 0.4% | |
| 9.7 | 4 | 0.6% | |
| 9.6 | 6 | 0.8% | |
| 9.5 | 2 | 0.3% |
MS.NSFA
Highly correlated
This variable is highly correlated with MS.MFA and should be ignored for analysis
| Correlation | 0.9969190103 |
|---|
MS.Oleic
Highly correlated
This variable is highly correlated with MS.NSFA and should be ignored for analysis
| Correlation | 0.9979573834 |
|---|
MS.Palmeic
Numeric
| Distinct count | 331 |
|---|---|
| Unique (%) | 46.5% |
| Missing (%) | 40.7% |
| Missing (n) | 290 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.115919431 |
|---|---|
| Minimum | 0.507 |
| Maximum | 2.525 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.507 |
|---|---|
| 5-th percentile | 0.78405 |
| Q1 | 0.95925 |
| Median | 1.083 |
| Q3 | 1.24475 |
| 95-th percentile | 1.50895 |
| Maximum | 2.525 |
| Range | 2.018 |
| Interquartile range | 0.2855 |
Descriptive statistics
| Standard deviation | 0.2383468662 |
|---|---|
| Coef of variation | 0.2135878806 |
| Kurtosis | 3.844532479 |
| Mean | 1.115919431 |
| MAD | 0.1794821994 |
| Skewness | 1.17303177 |
| Sum | 470.918 |
| Variance | 0.05680922865 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.049 | 4 | 0.6% | |
| 1.166 | 4 | 0.6% | |
| 1.03 | 4 | 0.6% | |
| 1.088 | 3 | 0.4% | |
| 1.026 | 3 | 0.4% | |
| 1.189 | 3 | 0.4% | |
| 1.093 | 3 | 0.4% | |
| 1.226 | 3 | 0.4% | |
| 0.927 | 3 | 0.4% | |
| 0.973 | 3 | 0.4% | |
| Other values (320) | 389 | 54.6% | |
| (Missing) | 290 | 40.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.507 | 1 | 0.1% | |
| 0.624 | 1 | 0.1% | |
| 0.638 | 1 | 0.1% | |
| 0.661 | 1 | 0.1% | |
| 0.689 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2.525 | 1 | 0.1% | |
| 2.285 | 1 | 0.1% | |
| 1.967 | 1 | 0.1% | |
| 1.773 | 1 | 0.1% | |
| 1.751 | 1 | 0.1% |
MS.PFA
Highly correlated
This variable is highly correlated with MS.Oleic and should be ignored for analysis
| Correlation | 0.918837976 |
|---|
MS.pH
Numeric
| Distinct count | 49 |
|---|---|
| Unique (%) | 6.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.636011236 |
|---|---|
| Minimum | 6.06 |
| Maximum | 6.84 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6.06 |
|---|---|
| 5-th percentile | 6.5 |
| Q1 | 6.59 |
| Median | 6.65 |
| Q3 | 6.69 |
| 95-th percentile | 6.75 |
| Maximum | 6.84 |
| Range | 0.78 |
| Interquartile range | 0.1 |
Descriptive statistics
| Standard deviation | 0.0840372959 |
|---|---|
| Coef of variation | 0.01266382664 |
| Kurtosis | 8.891374909 |
| Mean | 6.636011236 |
| MAD | 0.06036374826 |
| Skewness | -1.896060024 |
| Sum | 4724.84 |
| Variance | 0.007062267103 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=49)
Histogram with variable size bins (bins=[6.06 6.455 6.535 6.565 6.645 6.715 6.765 6.84 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 6.67 | 45 | 6.3% | |
| 6.68 | 45 | 6.3% | |
| 6.69 | 44 | 6.2% | |
| 6.7 | 42 | 5.9% | |
| 6.66 | 42 | 5.9% | |
| 6.65 | 38 | 5.3% | |
| 6.6 | 35 | 4.9% | |
| 6.63 | 34 | 4.8% | |
| 6.64 | 34 | 4.8% | |
| 6.57 | 32 | 4.5% | |
| Other values (39) | 321 | 45.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6.06 | 1 | 0.1% | |
| 6.12 | 1 | 0.1% | |
| 6.13 | 2 | 0.3% | |
| 6.24 | 1 | 0.1% | |
| 6.34 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6.84 | 1 | 0.1% | |
| 6.82 | 1 | 0.1% | |
| 6.81 | 2 | 0.3% | |
| 6.8 | 1 | 0.1% | |
| 6.79 | 3 | 0.4% |
MS.Protein
Numeric
| Distinct count | 140 |
|---|---|
| Unique (%) | 19.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.283595506 |
|---|---|
| Minimum | 2.42 |
| Maximum | 5.98 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.42 |
|---|---|
| 5-th percentile | 2.8155 |
| Q1 | 3.06 |
| Median | 3.26 |
| Q3 | 3.48 |
| 95-th percentile | 3.7845 |
| Maximum | 5.98 |
| Range | 3.56 |
| Interquartile range | 0.42 |
Descriptive statistics
| Standard deviation | 0.3167801163 |
|---|---|
| Coef of variation | 0.09647355033 |
| Kurtosis | 6.749843032 |
| Mean | 3.283595506 |
| MAD | 0.2463076001 |
| Skewness | 1.033003777 |
| Sum | 2337.92 |
| Variance | 0.1003496421 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[2.42 2.745 2.915 3.435 3.715 3.895 4.23 5.98 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 3.14 | 15 | 2.1% | |
| 3.3 | 14 | 2.0% | |
| 3.22 | 14 | 2.0% | |
| 3.17 | 13 | 1.8% | |
| 3.64 | 13 | 1.8% | |
| 3.38 | 13 | 1.8% | |
| 3.19 | 12 | 1.7% | |
| 3.18 | 12 | 1.7% | |
| 3.13 | 12 | 1.7% | |
| 3.27 | 12 | 1.7% | |
| Other values (130) | 582 | 81.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.42 | 1 | 0.1% | |
| 2.45 | 1 | 0.1% | |
| 2.58 | 1 | 0.1% | |
| 2.62 | 1 | 0.1% | |
| 2.63 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5.98 | 1 | 0.1% | |
| 4.25 | 1 | 0.1% | |
| 4.21 | 1 | 0.1% | |
| 4.19 | 1 | 0.1% | |
| 4.17 | 1 | 0.1% |
MS.S.Cell.Count
Numeric
| Distinct count | 275 |
|---|---|
| Unique (%) | 38.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 194.3033708 |
|---|---|
| Minimum | 10 |
| Maximum | 6260 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 24 |
| Median | 50 |
| Q3 | 147.5 |
| 95-th percentile | 615.9 |
| Maximum | 6260 |
| Range | 6250 |
| Interquartile range | 123.5 |
Descriptive statistics
| Standard deviation | 534.5530995 |
|---|---|
| Coef of variation | 2.751126227 |
| Kurtosis | 66.63340636 |
| Mean | 194.3033708 |
| MAD | 224.1252367 |
| Skewness | 7.428185545 |
| Sum | 138344 |
| Variance | 285747.0161 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 10. 10.5 27.5 45.5 79.5 131. 270.5 620. 1593.5 6260. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 10 | 29 | 4.1% | |
| 19 | 20 | 2.8% | |
| 15 | 17 | 2.4% | |
| 27 | 14 | 2.0% | |
| 16 | 13 | 1.8% | |
| 23 | 12 | 1.7% | |
| 17 | 12 | 1.7% | |
| 13 | 11 | 1.5% | |
| 32 | 11 | 1.5% | |
| 25 | 11 | 1.5% | |
| Other values (265) | 562 | 78.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 29 | 4.1% | |
| 11 | 8 | 1.1% | |
| 12 | 7 | 1.0% | |
| 13 | 11 | 1.5% | |
| 14 | 9 | 1.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6260 | 1 | 0.1% | |
| 5851 | 1 | 0.1% | |
| 5312 | 1 | 0.1% | |
| 4936 | 1 | 0.1% | |
| 3683 | 1 | 0.1% |
MS.S.Cell.Count.Log
Numeric
| Distinct count | 275 |
|---|---|
| Unique (%) | 38.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.180907911 |
|---|---|
| Minimum | 2.302585093 |
| Maximum | 8.741935464 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.302585093 |
|---|---|
| 5-th percentile | 2.397895273 |
| Q1 | 3.17805383 |
| Median | 3.912023005 |
| Q3 | 4.993811017 |
| 95-th percentile | 6.423083308 |
| Maximum | 8.741935464 |
| Range | 6.439350371 |
| Interquartile range | 1.815757186 |
Descriptive statistics
| Standard deviation | 1.302963108 |
|---|---|
| Coef of variation | 0.3116459715 |
| Kurtosis | 0.171939574 |
| Mean | 4.180907911 |
| MAD | 1.060552028 |
| Skewness | 0.7697964228 |
| Sum | 2976.806433 |
| Variance | 1.69771286 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[2.30258509 2.35024018 2.67355377 4.03420148 4.87516819 6.42970777 8.74193546], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2.302585093 | 29 | 4.1% | |
| 2.944438979 | 20 | 2.8% | |
| 2.708050201 | 17 | 2.4% | |
| 3.295836866 | 14 | 2.0% | |
| 2.772588722 | 13 | 1.8% | |
| 3.135494216 | 12 | 1.7% | |
| 2.833213344 | 12 | 1.7% | |
| 3.465735903 | 11 | 1.5% | |
| 2.564949357 | 11 | 1.5% | |
| 3.218875825 | 11 | 1.5% | |
| Other values (265) | 562 | 78.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.302585093 | 29 | 4.1% | |
| 2.397895273 | 8 | 1.1% | |
| 2.48490665 | 7 | 1.0% | |
| 2.564949357 | 11 | 1.5% | |
| 2.63905733 | 9 | 1.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8.741935464 | 1 | 0.1% | |
| 8.674367866 | 1 | 0.1% | |
| 8.577723691 | 1 | 0.1% | |
| 8.504310566 | 1 | 0.1% | |
| 8.211482916 | 1 | 0.1% |
MS.SFA
Highly correlated
This variable is highly correlated with MS.Palmeic and should be ignored for analysis
| Correlation | 0.9014794682 |
|---|
MS.Stearine
Highly correlated
This variable is highly correlated with MS.PFA and should be ignored for analysis
| Correlation | 0.9216109923 |
|---|
MS.Time.Taken
Categorical
| Distinct count | 374 |
|---|---|
| Unique (%) | 52.5% |
| Missing (%) | 0.4% |
| Missing (n) | 3 |
| 00:00:00 | 112 |
|---|---|
| 12:00:00 | 26 |
| 06:00:00 | 8 |
| Other values (370) |
| Value | Count | Frequency (%) | |
| 00:00:00 | 112 | 15.7% | |
| 12:00:00 | 26 | 3.7% | |
| 06:00:00 | 8 | 1.1% | |
| 17:50:00 | 7 | 1.0% | |
| 17:44:00 | 7 | 1.0% | |
| 17:00:00 | 6 | 0.8% | |
| 06:16:00 | 6 | 0.8% | |
| 17:40:00 | 6 | 0.8% | |
| 17:13:00 | 6 | 0.8% | |
| 06:14:00 | 6 | 0.8% | |
| Other values (363) | 519 | 72.9% |
| Max length | 8 |
|---|---|
| Mean length | 7.978932584 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
MS.Urea
Numeric
| Distinct count | 264 |
|---|---|
| Unique (%) | 37.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 24.94957865 |
|---|---|
| Minimum | 7.3 |
| Maximum | 79.4 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 7.3 |
|---|---|
| 5-th percentile | 14.455 |
| Q1 | 19.975 |
| Median | 24.1 |
| Q3 | 28.6 |
| 95-th percentile | 39.445 |
| Maximum | 79.4 |
| Range | 72.1 |
| Interquartile range | 8.625 |
Descriptive statistics
| Standard deviation | 7.779020785 |
|---|---|
| Coef of variation | 0.3117896656 |
| Kurtosis | 4.045521823 |
| Mean | 24.94957865 |
| MAD | 5.784931669 |
| Skewness | 1.20598319 |
| Sum | 17764.1 |
| Variance | 60.51316438 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 7.3 13.1 19.65 28.45 33.25 41.95 51.45 79.4 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 27.7 | 10 | 1.4% | |
| 22.2 | 10 | 1.4% | |
| 21.5 | 9 | 1.3% | |
| 26 | 8 | 1.1% | |
| 19.7 | 8 | 1.1% | |
| 20.8 | 8 | 1.1% | |
| 19.1 | 7 | 1.0% | |
| 24.8 | 7 | 1.0% | |
| 21.9 | 7 | 1.0% | |
| 29 | 7 | 1.0% | |
| Other values (254) | 631 | 88.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 7.3 | 1 | 0.1% | |
| 7.5 | 1 | 0.1% | |
| 7.8 | 1 | 0.1% | |
| 8.2 | 1 | 0.1% | |
| 8.3 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 79.4 | 1 | 0.1% | |
| 56.5 | 1 | 0.1% | |
| 52.2 | 1 | 0.1% | |
| 50.7 | 1 | 0.1% | |
| 50.2 | 1 | 0.1% |
Unnamed_0
Numeric
| Distinct count | 712 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 356.5 |
|---|---|
| Minimum | 1 |
| Maximum | 712 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 36.55 |
| Q1 | 178.75 |
| Median | 356.5 |
| Q3 | 534.25 |
| 95-th percentile | 676.45 |
| Maximum | 712 |
| Range | 711 |
| Interquartile range | 355.5 |
Descriptive statistics
| Standard deviation | 205.6809828 |
|---|---|
| Coef of variation | 0.5769452532 |
| Kurtosis | -1.2 |
| Mean | 356.5 |
| MAD | 178 |
| Skewness | 0 |
| Sum | 253828 |
| Variance | 42304.66667 |
| Memory size | 5.7 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 1. 712.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 712 | 1 | 0.1% | |
| 223 | 1 | 0.1% | |
| 243 | 1 | 0.1% | |
| 242 | 1 | 0.1% | |
| 241 | 1 | 0.1% | |
| 240 | 1 | 0.1% | |
| 239 | 1 | 0.1% | |
| 238 | 1 | 0.1% | |
| 237 | 1 | 0.1% | |
| 236 | 1 | 0.1% | |
| Other values (702) | 702 | 98.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 712 | 1 | 0.1% | |
| 711 | 1 | 0.1% | |
| 710 | 1 | 0.1% | |
| 709 | 1 | 0.1% | |
| 708 | 1 | 0.1% |
First rows
| BS.BHBA | BS.BHBA.1.2 | BS.BHBA.Log | BS.DATE | BS.DIM | BS.Month | BS.Month2 | BS.Month_warm | BS.MS.Date.Difference | BS.NEFA | BS.NEFA.0.7 | BS.NEFA.Log | Calving.Date | Calving.No | CE.Date | CE.Environ.Temp | CE.Fat.Level | CE.Lame | CE.Locomotion.Score | CE.Skin.Dehydration | CE.Stom.Fluid.Movement | CE.Stom.Fullness | CE.Stom.Fullness01 | CE.Stom.Layering | CE.Stom.Noise.Freq | CE.Stom.Ping | CE.Stom.Tension | CE.Stom.Tension01 | CE.Temp | CE.Waste.Consistency | CE.Waste.Digestion | Cow.Birth.Date | Cow.Breed | Cow.Exit.Date | CowID | Farm.Name | Farm.No | Hapto.0.1 | Hapto.HL | Hapto.HML | Hapto.Log | Hapto.Result | Hapto0.35 | Hapto0.35.2 | Hfr.or.Cow | Milk.Yield | MS.Acetone | MS.Acetone.Log | MS.BHBA | MS.BHBA.Log | MS.Date.Analyzed | MS.Date.Taken | MS.DIM | MS.Fat | MS.Lactose | MS.MFA | MS.Milk.Yield | MS.NEFA | MS.NSFA | MS.Oleic | MS.Palmeic | MS.PFA | MS.pH | MS.Protein | MS.S.Cell.Count | MS.S.Cell.Count.Log | MS.SFA | MS.Stearine | MS.Time.Taken | MS.Urea | Unnamed_0 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.35 | 1 | 0.300105 | 2018-11-06 | 21 | 11-2018 | 11-2018 | 0 | 1 | 0.23 | 0 | -1.469676 | 2018-10-16 | 9 | 2018-11-06 | 8.0 | 12.0 | 1 | 3.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.2 | norm | maess | 2007-10-19 | 1 | NaN | 276000941090648 | Stadler | 14184137142 | 0 | 1.0 | 0 | 6.392754 | 597.5 | 0 | 0 | cow | 39.9 | 10.0 | 2.302585 | 20.0 | 2.995732 | 2018-11-07 | 2018-11-05 | 20 | 4.32 | 4.73 | 1.142 | 21.2 | 6.3 | 14.2 | 1.061 | 1.172 | 0.144 | 6.64 | 2.79 | 16 | 2.772589 | 2.653 | 0.471 | 06:42:00 | 24.4 | 1 |
| 1 | 1.49 | 1 | 0.398776 | 2018-07-24 | 15 | 07-2018 | 07-2018 | 1 | 1 | 0.68 | 0 | -0.385662 | 2018-07-09 | 1 | 2018-07-24 | 19.3 | 19.0 | 0 | 1.0 | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.7 | norm | gut | 2016-05-31 | 1 | NaN | 276000951311013 | Stadler | 14184137142 | 0 | 1.0 | 0 | 5.634790 | 280.0 | 0 | 0 | hfr | 23.3 | 140.0 | 4.941642 | 90.0 | 4.499810 | 2018-07-26 | 2018-07-23 | 14 | 4.70 | 4.86 | 1.653 | 23.3 | 9.9 | 19.6 | 1.596 | 1.094 | 0.194 | 6.65 | 3.05 | 298 | 5.697093 | 2.569 | 0.653 | 12:00:00 | 52.2 | 2 |
| 2 | 1.78 | 1 | 0.576613 | 2018-08-07 | 29 | 08-2018 | 08-2018 | 1 | 0 | 0.48 | 0 | -0.733969 | 2018-07-09 | 1 | 2018-08-07 | 22.4 | 12.0 | 0 | 1.0 | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.4 | norm | gut | 2016-05-31 | 1 | NaN | 276000951311013 | Stadler | 14184137142 | 0 | 1.0 | 0 | 6.608675 | 741.5 | 0 | 0 | hfr | NaN | 140.0 | 4.941642 | 90.0 | 4.499810 | 2018-08-08 | 2018-08-07 | 29 | 4.21 | 4.97 | 1.319 | 14.9 | 8.0 | 15.9 | 1.199 | 1.115 | 0.137 | 6.68 | 2.85 | 231 | 5.442418 | 2.435 | 0.534 | 12:00:00 | 26.0 | 3 |
| 3 | 1.46 | 1 | 0.378436 | 2018-12-11 | 16 | 12-2018 | 12-2018 | 0 | 1 | 0.32 | 0 | -1.139434 | 2018-11-25 | 5 | 2018-12-11 | 3.9 | 16.0 | 0 | 2.0 | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.2 | norm | maess | 2012-08-14 | 1 | NaN | 276000947406879 | Stadler | 14184137142 | 0 | 1.0 | 0 | 5.634790 | 280.0 | 0 | 0 | cow | 41.6 | 170.0 | 5.135798 | 170.0 | 5.135798 | 2018-12-13 | 2018-12-10 | 15 | 6.12 | 4.82 | 1.878 | 20.7 | 4.9 | 22.9 | 1.802 | 1.422 | 0.207 | 6.66 | 3.42 | 21 | 3.044522 | 3.726 | 0.735 | 01:04:00 | 28.1 | 4 |
| 4 | 1.26 | 1 | 0.231112 | 2018-12-04 | 16 | 12-2018 | 12-2018 | 0 | 1 | 0.33 | 0 | -1.108663 | 2018-11-18 | 7 | 2018-12-04 | 11.9 | 13.0 | 0 | 1.0 | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.5 | norm | gut | 2010-03-13 | 1 | NaN | 276000944234103 | Stadler | 14184137142 | 1 | 1.0 | 0 | 7.551450 | 1903.5 | 0 | 0 | cow | 30.4 | 120.0 | 4.787492 | 90.0 | 4.499810 | 2018-12-10 | 2018-12-03 | 15 | 5.04 | 4.81 | 1.657 | 11.9 | 4.0 | 19.9 | 1.534 | 1.235 | 0.182 | 6.66 | 2.89 | 10 | 2.302585 | 2.868 | 0.637 | 10:29:00 | 20.0 | 5 |
| 5 | 0.98 | 0 | -0.020203 | 2018-11-13 | 28 | 11-2018 | 11-2018 | 0 | 1 | 0.22 | 0 | -1.514128 | 2018-10-16 | 9 | 2018-11-13 | 6.0 | 12.0 | 1 | 3.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.0 | norm | maess | 2007-10-19 | 1 | NaN | 276000941090648 | Stadler | 14184137142 | 1 | NaN | 1 | 9.357423 | 11584.5 | 1 | 1 | cow | 41.6 | 60.0 | 4.094345 | 70.0 | 4.248495 | 2018-11-15 | 2018-11-12 | 27 | 5.61 | 4.80 | 1.641 | 17.0 | 5.2 | 20.1 | 1.582 | 1.410 | 0.193 | 6.64 | 2.76 | 21 | 3.044522 | 3.375 | 0.636 | 17:30:00 | 30.0 | 6 |
| 6 | 0.71 | 0 | -0.342490 | 2018-08-07 | 11 | 08-2018 | 08-2018 | 1 | 0 | 0.50 | 0 | -0.693147 | 2018-07-27 | 4 | 2018-08-07 | 22.4 | 19.0 | 0 | 2.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.1 | norm | gut | 2013-05-21 | 1 | NaN | 276000947609239 | Stadler | 14184137142 | 1 | 1.0 | 0 | 8.255828 | 3850.0 | 1 | 1 | cow | NaN | 90.0 | 4.499810 | 50.0 | 3.912023 | 2018-08-08 | 2018-08-07 | 11 | 3.82 | 4.83 | 1.288 | 12.5 | 6.6 | 15.7 | 1.199 | 0.885 | 0.124 | 6.70 | 3.30 | 19 | 2.944439 | 2.090 | 0.437 | 00:00:00 | 16.5 | 7 |
| 7 | 1.28 | 1 | 0.246860 | 2018-12-11 | 22 | 12-2018 | 12-2018 | 0 | 1 | 0.47 | 0 | -0.755023 | 2018-11-19 | 6 | 2018-12-11 | 3.9 | 20.0 | 0 | 2.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.9 | norm | gut | 2011-02-23 | 1 | NaN | 276000945864042 | Stadler | 14184137142 | 0 | 1.0 | 0 | 5.634790 | 280.0 | 0 | 0 | cow | 40.8 | NaN | NaN | 10.0 | 2.302585 | 2018-12-13 | 2018-12-10 | 21 | 4.00 | 4.81 | 0.873 | 11.4 | 3.2 | 11.6 | 0.805 | 1.076 | 0.137 | 6.67 | 3.70 | 10 | 2.302585 | 2.640 | 0.368 | 08:12:00 | 32.0 | 8 |
| 8 | 1.32 | 1 | 0.277632 | 2018-09-04 | 6 | 09-2018 | 09-2018 | 1 | 1 | 0.63 | 0 | -0.462035 | 2018-08-29 | 2 | 2018-09-04 | 16.3 | 17.0 | 1 | 3.0 | phy | obb | norm | 0 | 1.0 | bis_2 | obb | phy | 0 | 38.2 | thick | gut | 2015-05-16 | 1 | 2018-09-10 | 276000950211929 | Stadler | 14184137142 | 1 | NaN | 1 | 9.454384 | 12764.0 | 1 | 1 | cow | 36.8 | 270.0 | 5.598422 | 170.0 | 5.135798 | 2018-09-05 | 2018-09-03 | 5 | 5.70 | 4.82 | 2.056 | 36.8 | 7.8 | 25.0 | 2.001 | 1.190 | 0.209 | 6.67 | 2.86 | 249 | 5.517453 | 3.147 | 0.742 | 17:30:00 | 36.6 | 9 |
| 9 | 0.76 | 0 | -0.274437 | 2018-09-18 | 13 | 09-2018 | 09-2018 | 1 | 1 | 0.83 | 1 | -0.186330 | 2018-09-05 | 5 | 2018-09-18 | 17.8 | 35.0 | 0 | 2.0 | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.8 | norm | gut | 2012-08-15 | 1 | NaN | 276000947609214 | Stadler | 14184137142 | 1 | NaN | 1 | 8.474494 | 4791.0 | 1 | 1 | cow | 34.6 | 60.0 | 4.094345 | 40.0 | 3.688879 | 2018-09-20 | 2018-09-17 | 12 | 4.44 | 4.85 | 1.247 | 12.8 | 6.2 | 15.4 | 1.169 | 0.924 | 0.164 | 6.62 | 3.37 | 66 | 4.189655 | 2.689 | 0.517 | 14:08:00 | 18.1 | 10 |
Last rows
| BS.BHBA | BS.BHBA.1.2 | BS.BHBA.Log | BS.DATE | BS.DIM | BS.Month | BS.Month2 | BS.Month_warm | BS.MS.Date.Difference | BS.NEFA | BS.NEFA.0.7 | BS.NEFA.Log | Calving.Date | Calving.No | CE.Date | CE.Environ.Temp | CE.Fat.Level | CE.Lame | CE.Locomotion.Score | CE.Skin.Dehydration | CE.Stom.Fluid.Movement | CE.Stom.Fullness | CE.Stom.Fullness01 | CE.Stom.Layering | CE.Stom.Noise.Freq | CE.Stom.Ping | CE.Stom.Tension | CE.Stom.Tension01 | CE.Temp | CE.Waste.Consistency | CE.Waste.Digestion | Cow.Birth.Date | Cow.Breed | Cow.Exit.Date | CowID | Farm.Name | Farm.No | Hapto.0.1 | Hapto.HL | Hapto.HML | Hapto.Log | Hapto.Result | Hapto0.35 | Hapto0.35.2 | Hfr.or.Cow | Milk.Yield | MS.Acetone | MS.Acetone.Log | MS.BHBA | MS.BHBA.Log | MS.Date.Analyzed | MS.Date.Taken | MS.DIM | MS.Fat | MS.Lactose | MS.MFA | MS.Milk.Yield | MS.NEFA | MS.NSFA | MS.Oleic | MS.Palmeic | MS.PFA | MS.pH | MS.Protein | MS.S.Cell.Count | MS.S.Cell.Count.Log | MS.SFA | MS.Stearine | MS.Time.Taken | MS.Urea | Unnamed_0 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 702 | 0.61 | 0 | -0.494296 | 2018-08-06 | 14 | 08-2018 | 08-2018 | 1 | 1 | 0.16 | 0 | -1.832581 | 2018-07-23 | 3 | 2018-08-06 | 24.3 | 19.0 | 0 | 1.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.0 | norm | gut | 2014-06-20 | 2 | 2018-08-30 | 276000949212552 | Demmeler | 12778214207 | 0 | 1.0 | 0 | 6.190315 | 488.0 | 0 | 0 | cow | 30.3 | 30.0 | 3.401197 | 40.0 | 3.688879 | 2018-08-08 | 2018-08-05 | 13 | 4.75 | 4.91 | NaN | 30.3 | NaN | 17.9 | NaN | NaN | NaN | 6.61 | 3.56 | 26 | 3.258097 | NaN | NaN | 17:13:00 | 30.6 | 703 |
| 703 | 0.56 | 0 | -0.579818 | 2018-08-06 | 13 | 08-2018 | 08-2018 | 1 | 1 | 0.13 | 0 | -2.040221 | 2018-07-24 | 3 | 2018-08-06 | 24.3 | 8.0 | 0 | 1.0 | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.2 | norm | gut | 2013-12-15 | 2 | NaN | 276000949212515 | Demmeler | 12778214207 | 0 | 1.0 | 0 | 6.767343 | 869.0 | 0 | 0 | cow | 39.0 | NaN | NaN | NaN | NaN | 2018-08-08 | 2018-08-05 | 12 | 4.09 | 4.99 | NaN | 39.0 | NaN | 14.8 | NaN | NaN | NaN | 6.68 | 3.73 | 97 | 4.574711 | NaN | NaN | 17:13:00 | 24.0 | 704 |
| 704 | 3.46 | 1 | 1.241269 | 2018-08-06 | 31 | 08-2018 | 08-2018 | 1 | 1 | 0.34 | 0 | -1.078810 | 2018-07-06 | 4 | 2018-08-06 | 23.9 | 12.0 | 0 | 2.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.9 | norm | gut | 2013-03-16 | 2 | NaN | 276000948087429 | Demmeler | 12778214207 | 1 | 3.0 | 2 | 12.672633 | 318900.0 | 1 | 1 | cow | 37.6 | 770.0 | 6.646391 | 380.0 | 5.940171 | 2018-08-08 | 2018-08-05 | 30 | 6.13 | 4.76 | NaN | 37.6 | NaN | 28.9 | NaN | NaN | NaN | 6.70 | 3.11 | 592 | 6.383507 | NaN | NaN | 17:13:00 | 29.6 | 705 |
| 705 | 0.71 | 0 | -0.342490 | 2018-08-13 | 18 | 08-2018 | 08-2018 | 1 | 0 | 0.27 | 0 | -1.309333 | 2018-07-26 | 4 | 2018-08-13 | 22.9 | 13.0 | 0 | 1.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.3 | norm | gut | 2013-05-06 | 2 | NaN | 276000948087434 | Demmeler | 12778214207 | 0 | 1.0 | 0 | 5.622211 | 276.5 | 0 | 0 | cow | NaN | NaN | NaN | 30.0 | 3.401197 | 2018-08-14 | 2018-08-13 | 18 | 3.97 | 4.73 | NaN | 23.0 | NaN | 13.8 | NaN | NaN | NaN | 6.57 | 3.18 | 301 | 5.707110 | NaN | NaN | 06:18:00 | 22.0 | 706 |
| 706 | 0.50 | 0 | -0.693147 | 2018-08-13 | 26 | 08-2018 | 08-2018 | 1 | 0 | 0.11 | 0 | -2.207275 | 2018-07-18 | 4 | 2018-08-13 | 21.4 | 8.0 | 0 | 1.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 37.9 | norm | gut | 2013-04-09 | 2 | 2019-04-04 | 276000948087431 | Demmeler | 12778214207 | 0 | 1.0 | 0 | 6.848005 | 942.0 | 0 | 0 | cow | NaN | NaN | NaN | NaN | NaN | 2018-08-14 | 2018-08-13 | 26 | 3.64 | 4.90 | NaN | 13.5 | NaN | 9.9 | NaN | NaN | NaN | 6.64 | 3.86 | 313 | 5.746203 | NaN | NaN | 06:18:00 | 26.5 | 707 |
| 707 | 0.59 | 0 | -0.527633 | 2018-08-13 | 12 | 08-2018 | 08-2018 | 1 | 0 | 0.47 | 0 | -0.755023 | 2018-08-01 | 1 | 2018-08-13 | 21.9 | 17.0 | 0 | NaN | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.3 | norm | gut | 2016-06-12 | 2 | NaN | 276000951161921 | Demmeler | 12778214207 | 1 | 3.0 | 2 | 11.891362 | 146000.0 | 1 | 1 | hfr | NaN | 30.0 | 3.401197 | 30.0 | 3.401197 | 2018-08-14 | 2018-08-13 | 12 | 4.25 | 4.74 | NaN | 13.5 | NaN | 19.1 | NaN | NaN | NaN | 6.60 | 3.40 | 56 | 4.025352 | NaN | NaN | 06:18:00 | 25.1 | 708 |
| 708 | 0.33 | 0 | -1.108663 | 2018-08-20 | 13 | 08-2018 | 08-2018 | 1 | 1 | 0.13 | 0 | -2.040221 | 2018-08-07 | 1 | 2018-08-20 | 23.0 | 19.0 | 0 | 2.0 | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.1 | norm | gut | 2016-08-09 | 2 | 2018-08-30 | 276000951161936 | Demmeler | 12778214207 | 0 | 1.0 | 0 | 6.000176 | 403.5 | 0 | 0 | hfr | NaN | NaN | NaN | NaN | NaN | 2018-08-21 | 2018-08-19 | 12 | 5.49 | 4.47 | NaN | 9.9 | NaN | 16.0 | NaN | NaN | NaN | 6.60 | 3.97 | 585 | 6.371612 | NaN | NaN | 17:15:00 | 27.3 | 709 |
| 709 | 0.72 | 0 | -0.328504 | 2018-08-13 | 20 | 08-2018 | 08-2018 | 1 | 0 | 0.09 | 0 | -2.407946 | 2018-07-24 | 3 | 2018-08-13 | 21.6 | 7.0 | 0 | 2.0 | phy | obb | abnorm | 1 | 1.0 | NaN | obb | phy | 0 | 38.6 | norm | gut | 2013-12-15 | 2 | NaN | 276000949212515 | Demmeler | 12778214207 | 0 | 1.0 | 0 | 5.812637 | 334.5 | 0 | 0 | cow | NaN | NaN | NaN | NaN | NaN | 2018-08-14 | 2018-08-13 | 20 | 3.96 | 5.12 | NaN | 19.4 | NaN | 12.0 | NaN | NaN | NaN | 6.68 | 3.51 | 68 | 4.219508 | NaN | NaN | 06:18:00 | 21.7 | 710 |
| 710 | 0.43 | 0 | -0.843970 | 2018-08-06 | 19 | 08-2018 | 08-2018 | 1 | 1 | 0.10 | 0 | -2.302585 | 2018-07-18 | 4 | 2018-08-06 | 23.9 | 12.0 | 0 | NaN | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.3 | norm | gut | 2013-04-09 | 2 | 2019-04-04 | 276000948087431 | Demmeler | 12778214207 | 1 | 3.0 | 2 | 10.657495 | 42510.0 | 1 | 1 | cow | 31.0 | NaN | NaN | NaN | NaN | 2018-08-08 | 2018-08-05 | 18 | 4.08 | 4.85 | NaN | 31.0 | NaN | 12.7 | NaN | NaN | NaN | 6.57 | 3.94 | 93 | 4.532599 | NaN | NaN | 17:13:00 | 31.8 | 711 |
| 711 | 0.82 | 0 | -0.198451 | 2018-08-06 | 11 | 08-2018 | 08-2018 | 1 | 1 | 0.44 | 0 | -0.820981 | 2018-07-26 | 4 | 2018-08-06 | 23.9 | 18.0 | 0 | 1.0 | phy | obb | norm | 0 | 1.0 | NaN | obb | phy | 0 | 38.2 | norm | gut | 2013-05-06 | 2 | NaN | 276000948087434 | Demmeler | 12778214207 | 0 | 1.0 | 0 | 6.546068 | 696.5 | 0 | 0 | cow | 36.2 | 70.0 | 4.248495 | 80.0 | 4.382027 | 2018-08-08 | 2018-08-05 | 10 | 4.81 | 4.65 | NaN | 36.2 | NaN | 19.0 | NaN | NaN | NaN | 6.52 | 3.57 | 309 | 5.733341 | NaN | NaN | 17:13:00 | 26.0 | 712 |